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Existence and uniqueness for projected dynamics and convergence of projection Euler under countable and dependent choice
Statement
Let , let be nonempty, compact, and convex, let , and let . Suppose is Lipschitz in the explicit sense for some and all . Assume the Axioms of Countable Choice and Dependent Choice. Then the projected inclusion has a unique absolutely continuous solution . For each integer , define , , and the exact projection Euler nodes by Their affine interpolants converge uniformly to as . Countable Choice is used for the almost-everywhere statements and null-set unions; Dependent Choice enters through the absolutely-continuous FTC supplier used in the integrated proof. The monotonicity estimate for uniqueness makes no additional choices.
Facts & Assumptions
Given: Countable Choice, Dependent Choice, the set, forcing, and initial state in the Statement.
The Axiom of Countable Choice (): every countable family of nonempty sets has a choice function. It is used by the differentiability, Lebesgue-differentiation, and null-union suppliers below.
The axiom of dependent choice: a relation in which every element is related to something admits an -indexed chain: every serial relation on a nonempty set admits an infinite dependent sequence. It is inherited through [F7]'s absolutely-continuous FTC.
Projected contact dynamics and explicit projection Euler step: is the unique nearest-point projection, has the outward convention, and the exact projection Euler recurrence and affine interpolation are as in the Statement.
Projection onto a closed convex set is nonexpansive: is nonexpansive.
Compactness of equi-Lipschitz curves with values in a compact Euclidean set: a sequence of uniformly Lipschitz curves into compact closed has a uniformly convergent subsequence with limit in .
Solutions of projected contact dynamics are unique under the inherited choice assumptions: under Countable Choice and Dependent Choice, for a forcing Lipschitz in , any two absolutely continuous solutions with the same initial state agree.
implies Lipschitz, Lipschitz implies absolutely continuous, and absolutely continuous implies continuous and bounded variation and Every function of bounded variation is differentiable almost everywhere: a Lipschitz curve is absolutely continuous and differentiable almost everywhere, componentwise.
The product of two absolutely continuous functions is absolutely continuous and Fundamental theorem of calculus for absolutely continuous functions: under Countable Choice and Dependent Choice, for an absolutely continuous vector curve, is absolutely continuous, has derivative almost everywhere, and its derivative integrates to its endpoint difference.
A locally integrable function on and Lebesgue differentiation theorem on : for a locally Lebesgue-integrable function on , at almost every the averages tend to as ; the theorem assumes Countable Choice.
is countably infinite gives a bijection , and gives a bijection .
The recursion theorem and The principle of mathematical induction allow the finite iterated pairing construction on ; The rationals embed densely in the reals gives rational approximants to each real coordinate; and Cauchy-Schwarz with its equality case, the triangle inequality for , the parallelogram law and polarisation gives the finite-sum Euclidean norm formula used to bound a vector from its coordinate errors.
A property holding outside a set of elementary measure zero is exactly a property holding -almost everywhere identifies covering nullity with Lebesgue nullity under Countable Choice; A countable union of measure-zero sets has measure zero, by countable choice then shows that a countable union of Lebesgue-null subsets of is null.
Proof
Since , [F5] shows that compact is closed and bounded. Along with the stated nonemptiness and convexity, this verifies the set hypotheses in [F1] and the projection suppliers before they are used. Boundedness gives a finite diameter bound for . Put ; the Lipschitz hypothesis gives on . For each exact Euler step, , so [F2] gives . Convexity keeps the affine interpolant in , and its slope on each step has norm at most .
On each open mesh cell , write for the affine interpolant, , , and . By the projection variational inequality in [F1], . Consequently, for every fixed ,
Apply [F3] to the sequence of interpolants for . Along a subsequence , they converge uniformly to a map with and Lipschitz constant . By [F6], is absolutely continuous and differentiable almost everywhere; at each differentiability point, the Lipschitz inequality implies .
Fix and a fixed . We have and , so replacing by in the integral of step 1.2 changes it by at most . The term with is the endpoint difference of , where . Uniform convergence gives its limit as the endpoint difference of ; [F7] identifies that difference with . Also on each mesh cell, so uniformly along the selected subsequence. Passing to the limit in the integrated inequality yields
The function is Lebesgue-integrable: [F7] gives a measurable version of ; define it to be where the derivative is undefined. Boundedness of makes the other factors integrable. Extend this representative of by zero outside to obtain a locally integrable function on . Since every interval integral in step 3.1 is nonnegative, is nondecreasing. At almost every interior , [F8] gives For every sufficiently small , the average on the left is because is nondecreasing. Taking the limit yields almost everywhere for each fixed .
Fix a bijection from [F9]. Define and, recursively, . Since is a bijection, induction using [F10] shows that each is a bijection. In particular, decoding by and applying coordinatewise gives a surjection . Thus is countable. It is dense in : for and , choose in each of the finitely many coordinates a rational strictly between and , using the interval-density conclusion of [F10]. For , [F10] gives so . Since , nonexpansiveness [F2] gives . For each , put . Step 4.1 gives a null exceptional set where . Countable Choice [A1] and [F11] make their union, together with the null set where does not exist, null. Outside it, for every . For each such , the expression is continuous in ; if it were negative at some , it would be negative on a neighborhood of meeting the dense set , a contradiction. Hence the inequality holds for every , so almost everywhere by [F1]. This proves existence of a solution along the selected subsequence.
The uniqueness lemma [F4], under the same choice assumptions through its FTC supplier, shows that every uniformly convergent subsequence limit of the Euler interpolants is this same solution . If the full sequence did not converge uniformly to , some subsequence would stay at uniform distance at least ; [F3] would give a further uniformly convergent subsequence, whose limit is a solution by steps 1.2–5.1 and hence equals , a contradiction. Therefore the entire sequence converges uniformly to .
Depends on
- Projected contact dynamics and explicit projection Euler step
- Projection onto a closed convex set is nonexpansive
- Compactness of equi-Lipschitz curves with values in a compact Euclidean set
- Solutions of projected contact dynamics are unique under the inherited choice assumptions
- Heine-Borel in $\mathbb{R}^n$: with the Euclidean metric a subset of $\mathbb{R}^n$ is compact if and only if it is closed and bounded, and the proof by bisection uses no choice principle; the same holds on the real line
- $C^1$ implies Lipschitz, Lipschitz implies absolutely continuous, and absolutely continuous implies continuous and bounded variation
- Every function of bounded variation is differentiable almost everywhere
- The product of two absolutely continuous functions is absolutely continuous
- Fundamental theorem of calculus for absolutely continuous functions
- A locally integrable function on $\mathbb{R}^n$
- Lebesgue differentiation theorem on $\mathbb{R}^n$
- The rationals embed densely in the reals
- $\mathbb{Q}$ is countably infinite
- $\mathbb{N} \times \mathbb{N} \approx \mathbb{N}$
- The Axiom of Countable Choice ($\mathrm{AC}_\omega$)
- The axiom of dependent choice: a relation in which every element is related to something admits an $\mathbb{N}$-indexed chain
- A countable union of measure-zero sets has measure zero, by countable choice
- A property holding outside a set of elementary measure zero is exactly a property holding $\lambda$-almost everywhere
- The recursion theorem
- The principle of mathematical induction
- Cauchy-Schwarz $\lvert\langle x,y\rangle\rvert \le \lVert x\rVert_2\lVert y\rVert_2$ with its equality case, the triangle inequality for $\lVert\cdot\rVert_2$, the parallelogram law and polarisation
Used by
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Sources
- David E. Stewart, Dynamics with Inequalities: Impacts and Hard Constraints (standard reference, not scraped)
- Dimitri P. Bertsekas, 6.253 Convex Analysis and Optimization, Complete Lecture Notes (standard reference, not scraped)